{"id":"W4238656018","doi":"10.1007/978-3-319-53208-0_1","title":"Basic Theory","year":2017,"lang":"en","type":"book-chapter","venue":"Nonlinear systems and complexity","topic":"advanced mathematical theories","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Stability (learning theory); Mathematics; Differential equation; Ordinary differential equation; Stability theory; Stochastic partial differential equation; Calculus (dental); Applied mathematics; Mathematical theory; Computer science; Mathematical analysis; Physics; Nonlinear system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007353149,0.0004775703,0.001069178,0.00006044834,0.0003401742,0.0001489684,0.0003895221,0.0003527674,0.0003184822],"category_scores_gemma":[0.0004095166,0.0003859175,0.0001716881,0.000006122982,0.0007098637,0.0000910383,0.0002843491,0.0004509111,0.000171335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004571187,"about_ca_system_score_gemma":0.00004754007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007783753,"about_ca_topic_score_gemma":0.00001509919,"domain_scores_codex":[0.9983233,0.00005590444,0.0005420402,0.0004518116,0.0003522986,0.0002746741],"domain_scores_gemma":[0.9970966,0.000750921,0.0005975366,0.001260418,0.0001411859,0.0001533506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002170576,0.00002089324,8.077023e-7,0.0009100651,0.00009674461,0.00001992336,0.00008501438,9.465534e-8,0.000001827946,0.996802,0.0006671823,0.001373691],"study_design_scores_gemma":[0.0001790595,0.00003728349,0.000001462868,0.000680718,0.00008533364,0.00005687518,0.00003126928,0.000129954,0.000003415781,0.8180624,0.1803924,0.0003398343],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001026592,0.001339328,0.01067158,0.00004965812,0.000559949,0.0006932289,0.0003258761,0.0002152947,0.9860424],"genre_scores_gemma":[0.001218529,0.0001036088,0.02204738,0.00003418245,0.001178823,0.00002500387,0.00003173034,0.000172741,0.975188],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1797252,"threshold_uncertainty_score":0.9998593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1679215888928792,"score_gpt":0.344909477514337,"score_spread":0.1769878886214578,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}